{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.12.1'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "import torch\n",
    "import torchvision.transforms as T\n",
    "import torchvision\n",
    "import numpy as np\n",
    "import cv2\n",
    "\n",
    "torch.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/miniconda/lib/python3.9/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and will be removed in 0.15, please use 'weights' instead.\n",
      "  warnings.warn(\n",
      "/opt/miniconda/lib/python3.9/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and will be removed in 0.15. The current behavior is equivalent to passing `weights=FasterRCNN_ResNet50_FPN_Weights.COCO_V1`. You can also use `weights=FasterRCNN_ResNet50_FPN_Weights.DEFAULT` to get the most up-to-date weights.\n",
      "  warnings.warn(msg)\n",
      "Downloading: \"https://download.pytorch.org/models/fasterrcnn_resnet50_fpn_coco-258fb6c6.pth\" to /home/quanwei/.cache/torch/hub/checkpoints/fasterrcnn_resnet50_fpn_coco-258fb6c6.pth\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9c4111baf0744389b8dca80e1e762fc4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0.00/160M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = torchvision.models.detection.fasterrcnn_resnet50_fpn(pretrained=True)\n",
    "model.eval()\n",
    "\n",
    "COCO_INSTANCE_CATEGORY_NAMES = [\n",
    "    '__background__', 'person', 'bicycle', 'car', 'motorcycle', 'airplane', 'bus',\n",
    "    'train', 'truck', 'boat', 'traffic light', 'fire hydrant', 'N/A', 'stop sign',\n",
    "    'parking meter', 'bench', 'bird', 'cat', 'dog', 'horse', 'sheep', 'cow',\n",
    "    'elephant', 'bear', 'zebra', 'giraffe', 'N/A', 'backpack', 'umbrella', 'N/A', 'N/A',\n",
    "    'handbag', 'tie', 'suitcase', 'frisbee', 'skis', 'snowboard', 'sports ball',\n",
    "    'kite', 'baseball bat', 'baseball glove', 'skateboard', 'surfboard', 'tennis racket',\n",
    "    'bottle', 'N/A', 'wine glass', 'cup', 'fork', 'knife', 'spoon', 'bowl',\n",
    "    'banana', 'apple', 'sandwich', 'orange', 'broccoli', 'carrot', 'hot dog', 'pizza',\n",
    "    'donut', 'cake', 'chair', 'couch', 'potted plant', 'bed', 'N/A', 'dining table',\n",
    "    'N/A', 'N/A', 'toilet', 'N/A', 'tv', 'laptop', 'mouse', 'remote', 'keyboard', 'cell phone',\n",
    "    'microwave', 'oven', 'toaster', 'sink', 'refrigerator', 'N/A', 'book',\n",
    "    'clock', 'vase', 'scissors', 'teddy bear', 'hair drier', 'toothbrush'\n",
    "]\n",
    "\n",
    "def get_prediction(img_path, threshold):\n",
    "  img = Image.open(img_path)\n",
    "  transform = T.Compose([T.ToTensor()]) \n",
    "  img = transform(img) \n",
    "  pred = model([img]) \n",
    "  pred_class = [COCO_INSTANCE_CATEGORY_NAMES[i] for i in list(pred[0]['labels'].numpy())] \n",
    "  pred_boxes = [[(i[0], i[1]), (i[2], i[3])] for i in list(pred[0]['boxes'].detach().numpy())]\n",
    "  pred_score = list(pred[0]['scores'].detach().numpy())\n",
    "  pred_t = [pred_score.index(x) for x in pred_score if x > threshold][-1] \n",
    "  pred_boxes = pred_boxes[:pred_t+1]\n",
    "  pred_class = pred_class[:pred_t+1]\n",
    "  print(\"pred_class:\",pred_class)\n",
    "  print(\"pred_boxes:\",pred_boxes)\n",
    "  return pred_boxes, pred_class\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pred_class: ['bowl', 'orange']\n",
      "pred_boxes: [[(24.729876, 29.894156), (149.43573, 168.06602)], [(109.872574, 17.724882), (248.0, 159.6637)]]\n",
      "[[(24.729876, 29.894156), (149.43573, 168.06602)], [(109.872574, 17.724882), (248.0, 159.6637)]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def object_detection_api(img_path, threshold=0.5, rect_th=3, text_size=3, text_th=3):\n",
    "  boxes, pred_cls = get_prediction(img_path, threshold) \n",
    "  img = cv2.imread(img_path)\n",
    "  img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n",
    "  print(boxes)\n",
    "  for i in range(len(boxes)):\n",
    "    cv2.rectangle(img, list(map(int,boxes[i][0])), list(map(int,boxes[i][0])),color=(0, 255, 0), thickness=rect_th)\n",
    "    cv2.putText(img,pred_cls[i], list(map(int,boxes[i][0])),  cv2.FONT_HERSHEY_SIMPLEX, text_size, (0,255,0),thickness=text_th)\n",
    "  plt.imshow(img)\n",
    "  plt.show()\n",
    "\n",
    "object_detection_api('../img/11.jpg')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
